{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "significant-calendar",
   "metadata": {},
   "source": [
    "### Polar chart with Plotly Express"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "brazilian-moore",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.wind()\n",
    "fig = px.scatter_polar(df, r=\"frequency\", theta=\"direction\",\n",
    "                       color=\"strength\", symbol=\"strength\", size=\"frequency\",\n",
    "                       color_discrete_sequence=px.colors.sequential.Plasma_r)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "pleased-church",
   "metadata": {},
   "source": [
    "For a line polar plot, use px.line_polar:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "automated-investor",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "df = px.data.wind()\n",
    "fig = px.line_polar(df, r=\"frequency\", theta=\"direction\", color=\"strength\", line_close=True,\n",
    "                    color_discrete_sequence=px.colors.sequential.Plasma_r,\n",
    "                    template=\"plotly_dark\",)\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "continuing-budapest",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.express as px\n",
    "fig = px.scatter_polar(r=range(0,90,10), theta=range(0,90,10),\n",
    "                       range_theta=[0,90], start_angle=0, direction=\"counterclockwise\")\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "asian-pointer",
   "metadata": {},
   "source": [
    "### Line Polar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "changing-reasoning",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "import pandas as pd\n",
    "\n",
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/polar_dataset.csv\")\n",
    "\n",
    "fig = go.Figure()\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = df['x1'],\n",
    "        theta = df['y'],\n",
    "        mode = 'lines',\n",
    "        name = 'Figure 8',\n",
    "        line_color = 'peru'\n",
    "    ))\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = df['x2'],\n",
    "        theta = df['y'],\n",
    "        mode = 'lines',\n",
    "        name = 'Cardioid',\n",
    "        line_color = 'darkviolet'\n",
    "    ))\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = df['x3'],\n",
    "        theta = df['y'],\n",
    "        mode = 'lines',\n",
    "        name = 'Hypercardioid',\n",
    "        line_color = 'deepskyblue'\n",
    "    ))\n",
    "\n",
    "\n",
    "fig.update_layout(\n",
    "    title = 'Mic Patterns',\n",
    "    showlegend = False\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "italian-reducing",
   "metadata": {},
   "source": [
    "### Polar Bar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "acoustic-silence",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "\n",
    "fig = go.Figure(go.Barpolar(\n",
    "    r=[3.5, 1.5, 2.5, 4.5, 4.5, 4, 3],\n",
    "    theta=[65, 15, 210, 110, 312.5, 180, 270],\n",
    "    width=[20,15,10,20,15,30,15,],\n",
    "    marker_color=[\"#E4FF87\", '#709BFF', '#709BFF', '#FFAA70', '#FFAA70', '#FFDF70', '#B6FFB4'],\n",
    "    marker_line_color=\"black\",\n",
    "    marker_line_width=2,\n",
    "    opacity=0.8\n",
    "))\n",
    "\n",
    "fig.update_layout(\n",
    "    template=None,\n",
    "    polar = dict(\n",
    "        radialaxis = dict(range=[0, 5], showticklabels=False, ticks=''),\n",
    "        angularaxis = dict(showticklabels=False, ticks='')\n",
    "    )\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "private-victory",
   "metadata": {},
   "source": [
    "### Categorical Polar Chart"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "available-university",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "fig = make_subplots(rows=2, cols=2, specs=[[{'type': 'polar'}]*2]*2)\n",
    "\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "      name = \"angular categories\",\n",
    "      r = [5, 4, 2, 4, 5],\n",
    "      theta = [\"a\", \"b\", \"c\", \"d\", \"a\"],\n",
    "    ), 1, 1)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "      name = \"radial categories\",\n",
    "      r = [\"a\", \"b\", \"c\", \"d\", \"b\", \"f\", \"a\"],\n",
    "      theta = [1, 4, 2, 1.5, 1.5, 6, 5],\n",
    "      thetaunit = \"radians\",\n",
    "    ), 1, 2)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "      name = \"angular categories (w/ categoryarray)\",\n",
    "      r = [5, 4, 2, 4, 5],\n",
    "      theta = [\"a\", \"b\", \"c\", \"d\", \"a\"],\n",
    "    ), 2, 1)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "      name = \"radial categories (w/ category descending)\",\n",
    "      r = [\"a\", \"b\", \"c\", \"d\", \"b\", \"f\", \"a\", \"a\"],\n",
    "      theta = [45, 90, 180, 200, 300, 15, 20, 45],\n",
    "    ), 2, 2)\n",
    "\n",
    "fig.update_traces(fill='toself')\n",
    "fig.update_layout(\n",
    "    polar = dict(\n",
    "      radialaxis_angle = -45,\n",
    "      angularaxis = dict(\n",
    "        direction = \"clockwise\",\n",
    "        period = 6)\n",
    "    ),\n",
    "    polar2 = dict(\n",
    "      radialaxis = dict(\n",
    "        angle = 180,\n",
    "        tickangle = -180 # so that tick labels are not upside down\n",
    "      )\n",
    "    ),\n",
    "    polar3 = dict(\n",
    "      sector = [80, 400],\n",
    "      radialaxis_angle = -45,\n",
    "      angularaxis_categoryarray = [\"d\", \"a\", \"c\", \"b\"]\n",
    "    ),\n",
    "    polar4 = dict(\n",
    "      radialaxis_categoryorder = \"category descending\",\n",
    "      angularaxis = dict(\n",
    "        thetaunit = \"radians\",\n",
    "        dtick = 0.3141592653589793\n",
    "      ))\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ahead-phoenix",
   "metadata": {},
   "source": [
    "### Polar Chart Subplots"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "toxic-divorce",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import plotly.graph_objects as go\n",
    "from plotly.subplots import make_subplots\n",
    "\n",
    "fig = make_subplots(rows=2, cols=2, specs=[[{'type': 'polar'}]*2]*2)\n",
    "\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = [1, 2, 3],\n",
    "        theta = [50, 100, 200],\n",
    "        marker_symbol = \"square\"\n",
    "    ), 1, 1)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = [1, 2, 3],\n",
    "        theta = [1, 2, 3],\n",
    "        thetaunit = \"radians\"\n",
    "    ), 1, 1)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = [\"a\", \"b\", \"c\", \"b\"],\n",
    "        theta = [\"D\", \"C\", \"B\", \"A\"],\n",
    "        subplot = \"polar2\"\n",
    "    ), 1, 2)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        r = [50, 300, 900],\n",
    "        theta = [0, 90, 180],\n",
    "        subplot = \"polar3\"\n",
    "    ), 2, 1)\n",
    "fig.add_trace(go.Scatterpolar(\n",
    "        mode = \"lines\",\n",
    "        r = [3, 3, 4, 3],\n",
    "        theta = [0, 45, 90, 270],\n",
    "        fill = \"toself\",\n",
    "        subplot = \"polar4\"\n",
    "    ), 2, 2)\n",
    "\n",
    "\n",
    "fig.update_layout(\n",
    "    polar = dict(\n",
    "      radialaxis_range = [1, 4],\n",
    "      angularaxis_thetaunit = \"radians\"\n",
    "    ),\n",
    "    polar3 = dict(\n",
    "      radialaxis = dict(type = \"log\", tickangle = 45),\n",
    "      sector = [0, 180]\n",
    "    ),\n",
    "    polar4 = dict(\n",
    "      radialaxis = dict(visible = False, range = [0, 6])),\n",
    "    showlegend = False\n",
    ")\n",
    "\n",
    "fig.show(renderer=\"png\")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
